Introducing Super RAGs in Mistral 8x7B-v1

arXiv:2404.08940v1 Announce Type: cross
Abstract: The relentless pursuit of enhancing Large Language Models (LLMs) has led to the advent of Super Retrieval-Augmented Generation (Super RAGs), a novel approach designed to elevate the performance of LLMs by integrating external knowledge sources with minimal structural modifications. This paper presents the integration of Super RAGs into the Mistral 8x7B v1, a state-of-the-art LLM, and examines the resultant improvements in accuracy, speed, and user satisfaction. Our methodology uses a fine-tuned instruct model setup and …

abstract arxiv cs.cl cs.ir cs.lg integration knowledge language language models large language large language models llms mistral mistral 8x7b novel paper performance rags retrieval retrieval-augmented type